The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-01-10"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "90281904 (up from 89690958 yesterday: 0.66 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "1934797 (up from 1926630 yesterday: 0.42 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 13403699

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.14



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 22409132 216290 0.97 4509723 374329 1821 0.49 1.67
India 10466595 16311 0.16 411035 151160 161 0.11 1.44
Brazil 8105790 29792 0.37 867190 203100 469 0.23 2.51
Russia 3366715 22540 0.67 545590 60963 440 0.73 1.81
United Kingdom 3081368 55026 1.82 1035207 81567 567 0.70 2.65
France 2840864 15944 0.56 311108 67885 151 0.22 2.39
Turkey 2326256 9138 0.39 301655 22807 176 0.78 0.98
Italy 2276491 18625 0.82 323306 78755 361 0.46 3.46
Spain 2050360 0 0.00 253124 51874 0 0.00 2.53
Germany 1929410 948 0.05 414448 40936 339 0.84 2.12
Colombia 1786900 15537 0.88 279678 46114 330 0.72 2.58
Argentina 1722217 7808 0.46 180932 44495 78 0.18 2.58
Mexico 1534039 10003 0.66 213494 133706 502 0.38 8.72
Poland 1385522 9133 0.66 182822 31189 178 0.57 2.25
Iran 1286406 5968 0.47 128022 56171 71 0.13 4.37
South Africa 1231597 17421 1.43 309675 33163 339 1.03 2.69
Ukraine 1150265 5322 0.46 158565 20641 115 0.56 1.79
Peru 1026180 0 0.00 30281 38049 0 0.00 3.71
Netherlands 885098 6655 0.76 184776 12461 55 0.44 1.41
Czechia 831165 8449 1.03 207025 13115 137 1.06 1.58
Indonesia 828026 9640 1.18 163096 24129 182 0.76 2.91
Romania 671284 3082 0.46 79990 16654 62 0.37 2.48
Canada 664606 7283 1.11 152858 16960 91 0.54 2.55
Belgium 664263 1569 0.24 38333 20078 40 0.20 3.02
Chile 641923 4181 0.66 56377 17096 59 0.35 2.66
Iraq 602938 607 0.10 18793 12895 14 0.11 2.14
Bangladesh 522453 1071 0.21 21740 7781 25 0.32 1.49
Pakistan 504293 1877 0.37 45325 10676 32 0.30 2.12
Israel 491319 5885 1.21 116559 3671 26 0.71 0.75
Sweden 489471 0 0.00 122351 9433 0 0.00 1.93
Philippines 487690 1893 0.39 27901 9405 7 0.07 1.93
Portugal 483689 7502 1.58 109568 7803 102 1.32 1.61
Switzerland 477983 0 0.00 73994 8267 14 0.17 1.73
Morocco 452532 895 0.20 35407 7743 34 0.44 1.71
Austria 380722 1651 0.44 41868 6723 36 0.54 1.77
Saudi Arabia 363809 117 0.03 2799 6291 5 0.08 1.73
Serbia 359689 3564 1.00 59627 3582 69 1.96 1.00
Hungary 342237 1778 0.52 39248 10648 94 0.89 3.11
Jordan 307209 1250 0.41 32260 4024 15 0.37 1.31
Japan 288818 6081 2.15 89548 3850 45 1.18 1.33
Panama 279196 2424 0.88 66857 4455 49 1.11 1.60
Nepal 264780 259 0.10 11008 1917 5 0.26 0.72
Georgia 239229 1143 0.48 30591 2773 23 0.84 1.16
United Arab Emirates 230578 2876 1.26 37003 708 6 0.85 0.31
Azerbaijan 224651 601 0.27 22563 2909 19 0.66 1.29
Ecuador 221070 721 0.33 14813 14177 0 0.00 6.41
Croatia 219993 646 0.29 25031 4368 26 0.60 1.99
Lebanon 219296 3743 1.74 61192 1606 16 1.01 0.73
Belarus 212201 1833 0.87 38678 1517 10 0.66 0.71
Kazakhstan 209369 773 0.37 17719 2844 1 0.04 1.36
Bulgaria 208511 105 0.05 17316 8126 29 0.36 3.90
Slovakia 208209 2973 1.45 56873 2918 82 2.89 1.40
Denmark 182161 1246 0.69 47162 1571 28 1.81 0.86
Dominican Republic 182103 1459 0.81 21717 2427 3 0.12 1.33
Costa Rica 177614 0 0.00 20142 2305 0 0.00 1.30
Bolivia 173896 1098 0.64 23873 9376 25 0.27 5.39
Armenia 162131 337 0.21 8306 2929 7 0.24 1.81
Lithuania 159672 1492 0.94 47313 2197 26 1.20 1.38
Tunisia 159276 1762 1.12 38589 5215 62 1.20 3.27
Kuwait 154314 414 0.27 6335 943 1 0.11 0.61
Egypt 149792 993 0.67 24237 8197 55 0.68 5.47
Moldova 149391 298 0.20 14184 3139 9 0.29 2.10
Ireland 147613 6886 4.89 68071 2344 8 0.34 1.59
West Bank and Gaza 147400 699 0.48 24757 1604 21 1.33 1.09
Qatar 145865 193 0.13 3864 246 0 0.00 0.17
Greece 144738 445 0.31 13666 5263 36 0.69 3.64
Guatemala 143243 116 0.08 10478 5025 26 0.52 3.51
Slovenia 139281 763 0.55 33382 2998 25 0.84 2.15
Malaysia 135992 2433 1.82 42683 551 9 1.66 0.41
Oman 130608 538 0.41 2941 1508 3 0.20 1.15
Burma 130604 555 0.43 14470 2846 20 0.71 2.18
Ethiopia 128316 524 0.41 8365 1994 9 0.45 1.55
Honduras 127945 1002 0.79 10923 3273 9 0.28 2.56
Venezuela 116610 438 0.38 6535 1061 0 0.00 0.91
Paraguay 115733 707 0.61 15944 2405 18 0.75 2.08
Bosnia and Herzegovina 115633 254 0.22 10109 4330 25 0.58 3.74
Libya 104745 743 0.71 10185 1581 13 0.83 1.51
Algeria 102144 231 0.23 6941 2807 4 0.14 2.75
Nigeria 100087 1024 1.03 21653 1358 8 0.59 1.36

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 2717862 42600 1.59 833829 30004 297 1.00 1.10 68785.35 759.36 1 in 15
Texas 1968189 16274 0.83 373224 30479 166 0.55 1.55 67878.23 1051.15 1 in 15
Florida 1477010 12313 0.84 275444 22912 108 0.47 1.55 68769.35 1066.78 1 in 15
New York 1135592 16308 1.46 278509 39632 161 0.41 3.49 58374.51 2037.26 1 in 17
Illinois 1028750 4711 0.46 128380 19293 83 0.43 1.88 81184.07 1522.51 1 in 12
Ohio 777065 6088 0.79 154259 9627 28 0.29 1.24 66477.74 823.59 1 in 15
Georgia 757045 8193 1.09 169127 11458 1 0.01 1.51 71302.14 1079.17 1 in 14
Pennsylvania 723865 6588 0.92 164609 17717 91 0.52 2.45 56543.17 1383.93 1 in 18
Tennessee 653869 7419 1.15 134182 7785 81 1.05 1.19 95690.38 1139.29 1 in 10
North Carolina 623188 8833 1.44 144020 7567 142 1.91 1.21 59418.67 721.49 1 in 17
Arizona 618546 11201 1.84 164949 10141 105 1.05 1.64 81228.46 1331.73 1 in 12
New Jersey 584828 5578 0.96 108052 19854 0 0.00 3.39 65842.77 2235.26 1 in 15
Indiana 563653 5093 0.91 99299 8985 19 0.21 1.59 83724.70 1334.63 1 in 12
Michigan 562553 0 0.00 66497 14145 0 0.00 2.51 56329.33 1416.36 1 in 18
Wisconsin 550260 2126 0.39 57536 5570 3 0.05 1.01 94506.87 956.64 1 in 11
Minnesota 436572 2159 0.50 39253 5775 44 0.77 1.32 77411.43 1024.00 1 in 13
Missouri 434711 2768 0.64 59899 6133 4 0.07 1.41 70829.51 999.28 1 in 14
Massachusetts 432791 5656 1.32 109260 13151 77 0.59 3.04 62276.54 1892.37 1 in 16
Alabama 401900 2750 0.69 79448 5334 35 0.66 1.33 81967.13 1087.86 1 in 12
Virginia 398856 5141 1.31 92008 5383 2 0.04 1.35 46728.97 630.66 1 in 21
Colorado 361148 2201 0.61 52258 5208 18 0.35 1.44 62713.07 904.37 1 in 16
South Carolina 354525 4441 1.27 81119 5811 53 0.92 1.64 68857.00 1128.63 1 in 15
Louisiana 346829 5398 1.58 60684 7873 40 0.51 2.27 74606.23 1693.56 1 in 13
Oklahoma 331362 6487 2.00 70524 2761 23 0.84 0.83 83741.33 697.76 1 in 12
Maryland 306674 3310 1.09 55866 6272 26 0.42 2.05 50726.14 1037.43 1 in 20
Utah 305999 2276 0.75 55035 1392 2 0.14 0.45 95446.98 434.19 1 in 10
Kentucky 303624 3227 1.07 61304 2901 25 0.87 0.96 67960.21 649.33 1 in 15
Iowa 296682 511 0.17 29353 4138 11 0.27 1.39 94033.41 1311.54 1 in 11
Washington 271595 0 0.00 48995 3698 0 0.00 1.36 35666.29 485.63 1 in 28
Arkansas 255076 3330 1.32 53426 4043 33 0.82 1.59 84523.13 1339.71 1 in 12
Nevada 248569 2260 0.92 44624 3467 17 0.49 1.39 80700.13 1125.59 1 in 12
Kansas 243648 0 0.00 39994 3141 0 0.00 1.29 83632.59 1078.15 1 in 12
Mississippi 239082 2214 0.93 44749 5167 21 0.41 2.16 80332.67 1736.14 1 in 12
Connecticut 205994 0 0.00 43212 6324 0 0.00 3.07 57777.68 1773.77 1 in 17
Nebraska 176026 406 0.23 19644 1760 23 1.32 1.00 90997.35 909.84 1 in 11
New Mexico 156157 1203 0.78 26164 2749 17 0.62 1.76 74472.93 1311.03 1 in 13
Idaho 149667 432 0.29 19707 1534 6 0.39 1.02 83516.50 856.00 1 in 12
Oregon 125683 1207 0.97 22753 1604 1 0.06 1.28 29798.68 380.30 1 in 34
South Dakota 103318 417 0.41 8591 1585 15 0.96 1.53 116788.50 1791.65 1 in 9
West Virginia 101212 1434 1.44 28870 1582 12 0.76 1.56 56633.28 885.21 1 in 18
Rhode Island 97614 0 0.00 19802 1916 0 0.00 1.96 92144.23 1808.64 1 in 11
North Dakota 94716 158 0.17 4681 1352 0 0.00 1.43 124289.10 1774.13 1 in 8
Montana 86324 222 0.26 9154 1056 2 0.19 1.22 80768.88 988.04 1 in 12
Puerto Rico 83119 489 0.59 14686 1630 14 0.87 1.96 26025.97 510.38 1 in 38
Delaware 65273 798 1.24 14657 972 3 0.31 1.49 67031.64 998.19 1 in 15
New Hampshire 51600 729 1.43 15058 869 7 0.81 1.68 37949.24 639.11 1 in 26
Alaska 50218 260 0.52 6347 224 0 0.00 0.45 68646.49 306.20 1 in 15
Wyoming 46832 113 0.24 5170 489 0 0.00 1.04 80917.96 844.91 1 in 12
District of Columbia 31791 334 1.06 5190 817 4 0.49 2.57 45045.76 1157.64 1 in 22
Maine 29298 279 0.96 10352 432 0 0.00 1.47 21795.67 321.38 1 in 46
Hawaii 23586 178 0.76 3009 308 1 0.33 1.31 16658.29 217.53 1 in 60
Vermont 8967 177 2.01 2524 156 0 0.00 1.74 14370.45 250.00 1 in 70

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 35826824 2717862 7.59 6361654 833829 13.11 906727.6
2 Texas 14791044 1968189 13.31 2110277 373224 17.69 510108.5
3 Florida 16817965 1477010 8.78 2206591 275444 12.48 783041.8
4 New York 27321002 1135592 4.16 4002844 278509 6.96 1404421.6
5 Illinois 14103289 1028750 7.29 1668764 128380 7.69 1112964.7
6 Ohio 8145652 777065 9.54 856855 154259 18.00 696858.8
7 Georgia 5672290 757045 13.35 698126 169127 24.23 534243.6
8 Pennsylvania 4102279 723865 17.65 401021 164609 41.05 320440.8
9 Tennessee 5948059 653869 10.99 612078 134182 21.92 870468.0
10 North Carolina 7555356 623188 8.25 1146041 144020 12.57 720375.2
11 Arizona 3075262 618546 20.11 426274 164949 38.70 403848.3
12 New Jersey 8246511 584828 7.09 1141440 108052 9.47 928432.2
13 Indiana 6109153 563653 9.23 848626 99299 11.70 907450.1
14 Michigan 8515027 562553 6.61 815393 66497 8.16 852623.3
15 Wisconsin 5608884 550260 9.81 544199 57536 10.57 963322.9
16 Minnesota 5670387 436572 7.70 655232 39253 5.99 1005453.4
17 Missouri 3819153 434711 11.38 354706 59899 16.89 622272.6
18 Massachusetts 11717313 432791 3.69 1538544 109260 7.10 1686064.9
19 Alabama 1966656 401900 20.44 182766 79448 43.47 401097.7
20 Virginia 4588152 398856 8.69 650184 92008 14.15 537536.4
21 Colorado 4770751 361148 7.57 726191 52258 7.20 828437.2
22 South Carolina 3466585 354525 10.23 569574 81119 14.24 673291.4
23 Louisiana 4445919 346829 7.80 476535 60684 12.73 956359.7
24 Oklahoma 2831278 331362 11.70 371692 70524 18.97 715516.5
25 Maryland 6145245 306674 4.99 861074 55866 6.49 1016468.8
26 Utah 2373998 305999 12.89 254972 55035 21.58 740495.7
27 Kentucky 3310799 303624 9.17 288864 61304 21.22 741056.7
28 Iowa 1198291 296682 24.76 50899 29353 57.67 379798.5
29 Washington 4034774 271595 6.73 531197 48995 9.22 529853.0
30 Arkansas 2158016 255076 11.82 217776 53426 24.53 715089.8
31 Nevada 2223317 248569 11.18 282269 44624 15.81 721819.6
32 Kansas 1051207 243648 23.18 120401 39994 33.22 360828.6
33 Mississippi 1422660 239082 16.81 148667 44749 30.10 478020.4
34 Connecticut 4619970 205994 4.46 674322 43212 6.41 1295819.9
35 Nebraska 1848089 176026 9.52 215642 19644 9.11 955377.1
36 New Mexico 2093575 156157 7.46 260250 26164 10.05 998448.1
37 Idaho 561307 149667 26.66 36391 19707 54.15 313218.0
38 Oregon 2786624 125683 4.51 370820 22753 6.14 660691.7
39 South Dakota 384161 103318 26.89 22876 8591 37.55 434247.5
40 West Virginia 1662374 101212 6.09 263825 28870 10.94 930183.1
41 Rhode Island 2115967 97614 4.61 298607 19802 6.63 1997399.4
42 North Dakota 1278553 94716 7.41 75689 4681 6.18 1677754.6
43 Montana 842250 86324 10.25 86959 9154 10.53 788049.5
45 Delaware 1052875 65273 6.20 154440 14657 9.49 1081242.5
46 New Hampshire 1091708 51600 4.73 128457 15058 11.72 802897.1
47 Alaska 1352480 50218 3.71 155974 6347 4.07 1848799.5
48 Wyoming 528137 46832 8.87 64384 5170 8.03 912533.5
49 District of Columbia 957350 31791 3.32 128051 5190 4.05 1356502.1
50 Maine 1173612 29298 2.50 147363 10352 7.02 873085.5
51 Hawaii 869572 23586 2.71 99315 3009 3.03 614160.0
52 Vermont 759091 8967 1.18 107550 2524 2.35 1216513.4

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 5048018 500758 3267 0.66 9.92 3598 459 57798 25787 5.15
Veneto 3466098 285986 2167 0.76 8.25 2585 355 88813 7389 2.58
Piemonte 1739805 206962 803 0.39 11.90 2703 176 15342 8176 3.95
Campania 2147766 199771 1253 0.63 9.30 1377 106 75388 3128 1.57
Emilia-Romagna 2695285 190892 2193 1.16 7.08 2705 237 59908 8337 4.37
Lazio 2829610 179661 1746 0.98 6.35 2850 323 78785 4131 2.30
Toscana 1965493 124951 472 0.38 6.36 769 140 9101 3855 3.09
Sicilia 1303264 108055 1733 1.63 8.29 1265 208 41506 2728 2.52
Puglia 1119005 101613 1162 1.16 9.08 1375 165 55279 2672 2.63
Liguria 742726 63774 374 0.59 8.59 709 64 5226 3010 4.72
Friuli Venezia Giulia 986523 56233 642 1.15 5.70 703 64 12885 1898 3.38
Marche 576643 46815 687 1.49 8.12 541 73 15246 1698 3.63
Abruzzo 542413 37753 315 0.84 6.96 465 41 11541 1277 3.38
Sardegna 507930 33794 301 0.90 6.65 507 47 17227 828 2.45
P.A. Bolzano 378840 31519 262 0.84 8.32 221 24 11660 778 2.47
Umbria 528657 30906 257 0.84 5.85 265 50 4304 660 2.14
Calabria 462587 26934 409 1.54 5.82 256 25 9612 514 1.91
P.A. Trento 470118 23640 345 1.48 5.03 343 46 1998 1013 4.29
Basilicata 193834 11879 108 0.92 6.13 81 4 6637 275 2.32
Valle d’Aosta 64906 7505 19 0.25 11.56 53 1 430 389 5.18
Molise 121872 7090 112 1.61 5.82 56 7 1246 212 2.99

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Quebec 228821 2588 1.14 8686 39 0.45 3.80 26801.33 1017.37 1 in 37
Ontario 220394 3720 1.72 4992 35 0.71 2.27 14980.74 339.32 1 in 67
Alberta 111452 811 0.73 1284 12 0.94 1.15 25254.55 290.95 1 in 40
British Columbia 56632 0 0.00 988 0 0.00 1.74 11080.59 193.31 1 in 90
Manitoba 26316 150 0.57 738 5 0.68 2.80 19103.94 535.75 1 in 52
Saskatchewan 17803 0 0.00 191 0 0.00 1.07 15066.02 161.64 1 in 66
Nova Scotia 1528 -1 -0.07 65 0 0.00 4.25 1563.24 66.50 1 in 640
New Brunswick 779 14 1.83 9 0 0.00 1.16 998.73 11.54 1 in 1001
Newfoundland and Labrador 393 1 0.26 4 0 0.00 1.02 753.79 7.67 1 in 1327
Nunavut 266 0 0.00 1 0 0.00 0.38 NA NA 1 in NA
Prince Edward Island 102 0 0.00 0 0 NaN 0.00 644.92 0.00 1 in 1551
Yukon 70 0 0.00 1 0 0.00 1.43 1704.08 24.34 1 in 587
Northwest Territories 24 0 0.00 0 0 NaN 0.00 534.47 0.00 1 in 1871
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 68487.57 1144.04 1 in 15
India 7816.73 112.89 1 in 128
Brazil 38728.09 970.38 1 in 26
Russia 23299.07 421.89 1 in 43
United Kingdom 46378.21 1227.68 1 in 22
France 42407.28 1013.36 1 in 24
Turkey 28786.73 282.23 1 in 35
Italy 37640.39 1302.17 1 in 27
Spain 43942.56 1111.74 1 in 23
Germany 23304.87 494.46 1 in 43
Colombia 36415.33 939.76 1 in 27
Argentina 38902.58 1005.08 1 in 26
Mexico 11873.37 1034.88 1 in 84
Poland 36480.31 821.20 1 in 27
Iran 15850.25 692.10 1 in 63
South Africa 21713.63 584.68 1 in 46
Ukraine NA NA 1 in NA
Peru 31898.66 1182.75 1 in 31
Netherlands 51519.09 725.32 1 in 19
Czechia 78043.66 1231.46 1 in 13

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 920324 12252 1.33
Cook Illinois 417790 8760 2.10
Maricopa Arizona 382409 5818 1.52
Miami-Dade Florida 326607 4413 1.35
Harris Texas 262525 3588 1.37
San Bernardino California 228857 1531 0.67
Dallas Texas 217219 2239 1.03
Riverside California 216076 2218 1.03
San Diego California 191888 1857 0.97
Orange California 191004 2091 1.09
Clark Nevada 189730 2610 1.38
Tarrant Texas 173840 1703 0.98
Broward Florida 150371 1920 1.28
Queens New York 142648 7652 5.36
Kings New York 139496 7895 5.66
Bexar Texas 133519 1859 1.39
Salt Lake Utah 117126 598 0.51
Suffolk New York 113943 2453 2.15
El Paso Texas 103197 1836 1.78
Nassau New York 102584 2482 2.42
Philadelphia Pennsylvania 98541 2599 2.64
Milwaukee Wisconsin 96381 1015 1.05
Bronx New York 95878 5195 5.42
Franklin Ohio 92060 700 0.76
Palm Beach Florida 91711 1955 2.13
Hennepin Minnesota 90839 1447 1.59
Wayne Michigan 89516 3787 4.23
Orange Florida 86634 778 0.90
Hillsborough Florida 86509 1121 1.30
Middlesex Massachusetts 86020 2851 3.31
Santa Clara California 83655 919 1.10
Pima Arizona 82197 1263 1.54
Kern California 78832 542 0.69
Marion Indiana 77884 1243 1.60
Westchester New York 77731 1730 2.23
Cuyahoga Ohio 77359 955 1.23
St. Louis Missouri 75200 1475 1.96
Fresno California 74816 711 0.95
Sacramento California 74482 977 1.31
Utah Utah 74269 226 0.30
Shelby Tennessee 72840 1029 1.41
Mecklenburg North Carolina 71437 618 0.87
Duval Florida 70524 775 1.10
King Washington 68799 1105 1.61
New York New York 68604 3384 4.93
Davidson Tennessee 67645 626 0.93
Essex Massachusetts 66326 1797 2.71
DuPage Illinois 66084 1107 1.68
Gwinnett Georgia 65881 625 0.95
Oklahoma Oklahoma 64977 467 0.72
Oakland Michigan 64880 1754 2.70
Fulton Georgia 64300 814 1.27
Providence Rhode Island 62846 1436 2.28
Fairfield Connecticut 61285 1779 2.90
Suffolk Massachusetts 61178 1426 2.33
Allegheny Pennsylvania 60707 1180 1.94
Alameda California 60125 733 1.22
Prince George’s Maryland 59540 1137 1.91
Jefferson Alabama 58896 784 1.33
Hamilton Ohio 57384 425 0.74
Collin Texas 56988 422 0.74
Bergen New Jersey 56890 2376 4.18
Jefferson Kentucky 56760 565 1.00
Douglas Nebraska 56514 541 0.96
Will Illinois 55872 835 1.49
Travis Texas 55870 581 1.04
Essex New Jersey 55454 2429 4.38
Hidalgo Texas 54600 2247 4.12
Tulsa Oklahoma 54116 455 0.84
Middlesex New Jersey 53218 1757 3.30
New Haven Connecticut 52278 1627 3.11
Hudson New Jersey 52036 1750 3.36
Ventura California 51988 334 0.64
Macomb Michigan 51967 1711 3.29
San Joaquin California 51927 712 1.37
Hartford Connecticut 51890 1921 3.70
Denver Colorado 51608 702 1.36
Wake North Carolina 51290 373 0.73
Cobb Georgia 51194 610 1.19
Montgomery Maryland 51067 1180 2.31
Lake Illinois 51027 857 1.68
Pinellas Florida 50978 1128 2.21
Worcester Massachusetts 49482 1640 3.31
Fairfax Virginia 49099 707 1.44
Erie New York 47549 1293 2.72
Contra Costa California 47315 392 0.83
Kent Michigan 45835 592 1.29
Passaic New Jersey 45642 1510 3.31
Lee Florida 45282 714 1.58
Greenville South Carolina 44698 574 1.28
Union New Jersey 44664 1593 3.57
Bernalillo New Mexico 44442 644 1.45
Lubbock Texas 44238 609 1.38
El Paso Colorado 44205 630 1.43
Kane Illinois 44090 651 1.48
Polk Iowa 43843 426 0.97
Sedgwick Kansas 43349 407 0.94
Denton Texas 43107 393 0.91
Lake Indiana 42763 649 1.52
Adams Colorado 42730 545 1.28

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc